Created
July 14, 2017 07:41
-
-
Save ikumasa/d9ca83b6a502d92c43754b39fb973975 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| package org.gennai.audio_analyzer.analysis; | |
| import java.io.IOException; | |
| import java.util.List; | |
| import javax.sound.sampled.LineUnavailableException; | |
| import javax.sound.sampled.UnsupportedAudioFileException; | |
| import org.gennai.audio_analyzer.analysis.AudioTest.Audio; | |
| import org.gennai.audio_analyzer.analysis.audio.AudioSamples; | |
| import org.gennai.audio_analyzer.analysis.config.FingerprintConfig; | |
| import org.gennai.audio_analyzer.analysis.dao.IModelReference; | |
| import org.gennai.audio_analyzer.analysis.dao.data.FingerprintData3; | |
| import org.gennai.audio_analyzer.analysis.dao.data.SoundData; | |
| import org.gennai.audio_analyzer.analysis.fft.SpectrumService; | |
| import org.gennai.audio_analyzer.analysis.fft.SpectrumService.Mode; | |
| import org.gennai.audio_analyzer.analysis.inmemory.InMemoryModelService; | |
| import org.gennai.audio_analyzer.analysis.inmemory.RAMStorage; | |
| import org.gennai.audio_analyzer.analysis.musicg.FingerprintManager; | |
| import org.gennai.audio_analyzer.analysis.musicg.FingerprintProperties; | |
| import org.gennai.audio_analyzer.analysis.musicg.FingerprintSimilarity; | |
| import org.gennai.audio_analyzer.analysis.musicg.FingerprintSimilarityComputer; | |
| public class MusicgSample { | |
| private FingerprintConfig fingerprintConfig; | |
| private FingerprintProperties config; | |
| private InMemoryModelService modelService; | |
| private FingerprintManager manager; | |
| private SpectrumService spectrumService; | |
| private MusicgSample() { | |
| fingerprintConfig = new FingerprintConfig(); | |
| config = new FingerprintProperties(); | |
| RAMStorage storage = new RAMStorage( | |
| fingerprintConfig.getHashingConfig().getNumberOfLSHTables()); | |
| modelService = new InMemoryModelService(storage); | |
| manager = new FingerprintManager(config); | |
| spectrumService = new SpectrumService(); | |
| } | |
| private void insertHashData(String wavFile) | |
| throws UnsupportedAudioFileException, IOException, LineUnavailableException { | |
| // WAVEファイル読み込み | |
| Audio audio = AudioTest.readWave("../samples4/nom1.wav"); | |
| AudioSamples audioSamples = new AudioSamples(audio.getData(), audio.getOrigin(), | |
| (int) audio.getFormat().getSampleRate()); | |
| // magnitude 算出 | |
| double[][] spectrogram = spectrumService.spectrogram(audioSamples, Mode.MAGNITUDE, | |
| fingerprintConfig.getSpectrogramConfig()); | |
| // ノーマライズ | |
| spectrumService.normalize(spectrogram); | |
| // Fingerprint の作成 | |
| byte[] fingerprint = manager.spectrogramToFingerprint(spectrogram); | |
| // メタデータをモデルに登録 | |
| double length = (double) audio.getData().length / audio.getFormat().getSampleRate() | |
| / audio.getFormat().getChannels(); | |
| IModelReference<?> soundReference = modelService.saveSound(new SoundData(length)); | |
| // Fingerprint をモデルに登録 | |
| modelService.insertFingerprintForSound(fingerprint, soundReference); | |
| } | |
| private void query(String wavFile) | |
| throws UnsupportedAudioFileException, IOException, LineUnavailableException { | |
| // WAVEファイル読み込み | |
| Audio audio = AudioTest.readWave("../samples4/nom1.wav"); | |
| AudioSamples audioSamples = new AudioSamples(audio.getData(), audio.getOrigin(), | |
| (int) audio.getFormat().getSampleRate()); | |
| double[][] spectrogram = spectrumService.spectrogram(audioSamples, Mode.MAGNITUDE, | |
| fingerprintConfig.getSpectrogramConfig()); | |
| spectrumService.normalize(spectrogram); | |
| byte[] fingerprint = manager.spectrogramToFingerprint(spectrogram); | |
| // モデルに登録されているすべての Fingerprint を取得 | |
| List<FingerprintData3> fingerprints = modelService.findAllFingerprints(); | |
| for (FingerprintData3 fingerprintData : fingerprints) { | |
| // すべての Fingerprint と 検索条件の fingerprint の近傍を計算 | |
| FingerprintSimilarityComputer computer = new FingerprintSimilarityComputer( | |
| fingerprint, fingerprintData.getFingerprint(), config); | |
| FingerprintSimilarity similarity = computer.getFingerprintsSimilarity(config); | |
| System.out.printf("id: %d, score: %f\n", fingerprintData.getSoundReference().getId(), | |
| similarity.getSimilarity()); | |
| } | |
| } | |
| public static void main(String[] args) | |
| throws UnsupportedAudioFileException, IOException, LineUnavailableException { | |
| MusicgSample musicgSample = new MusicgSample(); | |
| musicgSample.insertHashData("../samples4/nom1.wav"); | |
| musicgSample.query("../samples4/nom1.wav"); | |
| } | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment